VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1564.1         	|  100 %          	|
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run_training_epoch                 	|  3.0038         	|500            	|  1501.9         	|  96.022         	|
run_training_batch                 	|  0.25267        	|1000           	|  252.67         	|  16.154         	|
optimizer_step_with_closure_0      	|  0.25018        	|1000           	|  250.18         	|  15.995         	|
get_train_batch                    	|  0.13344        	|1500           	|  200.16         	|  12.797         	|
fetch_next_train_batch             	|  0.1334         	|1500           	|  200.11         	|  12.794         	|
training_step_and_backward         	|  0.18784        	|1000           	|  187.84         	|  12.009         	|
model_forward                      	|  0.10065        	|1000           	|  100.65         	|  6.4349         	|
training_step                      	|  0.10042        	|1000           	|  100.42         	|  6.4202         	|
backward                           	|  0.085758       	|1000           	|  85.758         	|  5.4829         	|
run_validate_evaluation            	|  30.26          	|1              	|  30.26          	|  1.9347         	|
evaluation_step_and_end            	|  0.083032       	|313            	|  25.989         	|  1.6616         	|
validation_step                    	|  0.082966       	|313            	|  25.968         	|  1.6603         	|
on_train_batch_end                 	|  0.0018662      	|1000           	|  1.8662         	|  0.11932        	|
zero_grad                          	|  0.0013905      	|1000           	|  1.3905         	|  0.088904       	|
get_validate_batch                 	|  0.0034563      	|314            	|  1.0853         	|  0.069386       	|
fetch_next_validate_batch          	|  0.003439       	|314            	|  1.0798         	|  0.069039       	|
training_batch_to_device           	|  0.00077807     	|1000           	|  0.77807        	|  0.049746       	|
on_train_epoch_end                 	|  0.00032357     	|500            	|  0.16179        	|  0.010344       	|
on_train_epoch_start               	|  0.00031134     	|500            	|  0.15567        	|  0.0099528      	|
on_train_batch_start               	|  0.00010987     	|1000           	|  0.10987        	|  0.0070245      	|
evaluation_batch_to_device         	|  0.00022121     	|313            	|  0.069239       	|  0.0044268      	|
on_train_end                       	|  0.051619       	|1              	|  0.051619       	|  0.0033002      	|
on_batch_start                     	|  4.9001e-05     	|1000           	|  0.049001       	|  0.0031329      	|
on_before_zero_grad                	|  2.4507e-05     	|1000           	|  0.024507       	|  0.0015668      	|
on_pretrain_routine_start          	|  0.023561       	|1              	|  0.023561       	|  0.0015064      	|
on_after_backward                  	|  2.0678e-05     	|1000           	|  0.020678       	|  0.0013221      	|
on_batch_end                       	|  1.7269e-05     	|1000           	|  0.017269       	|  0.0011041      	|
on_before_optimizer_step           	|  1.3908e-05     	|1000           	|  0.013908       	|  0.00088918     	|
on_before_backward                 	|  1.282e-05      	|1000           	|  0.01282        	|  0.00081966     	|
configure_optimizers               	|  0.010599       	|1              	|  0.010599       	|  0.00067762     	|
training_step_end                  	|  8.4521e-06     	|1000           	|  0.0084521      	|  0.00054038     	|
on_validation_batch_end            	|  2.3658e-05     	|313            	|  0.007405       	|  0.00047343     	|
on_epoch_end                       	|  1.1929e-05     	|501            	|  0.0059766      	|  0.00038211     	|
on_epoch_start                     	|  1.0521e-05     	|501            	|  0.0052708      	|  0.00033699     	|
on_validation_model_eval           	|  0.0038509      	|1              	|  0.0038509      	|  0.0002462      	|
on_validation_batch_start          	|  1.1962e-05     	|313            	|  0.0037441      	|  0.00023938     	|
validation_step_end                	|  5.7046e-06     	|313            	|  0.0017855      	|  0.00011416     	|
on_train_start                     	|  0.0011385      	|1              	|  0.0011385      	|  7.2788e-05     	|
on_validation_start                	|  0.00045179     	|1              	|  0.00045179     	|  2.8885e-05     	|
on_validation_end                  	|  0.00012836     	|1              	|  0.00012836     	|  8.2066e-06     	|
on_fit_end                         	|  5.9621e-05     	|1              	|  5.9621e-05     	|  3.8119e-06     	|
setup                              	|  2.8824e-05     	|2              	|  5.7649e-05     	|  3.6857e-06     	|
on_before_accelerator_backend_setup	|  2.3631e-05     	|2              	|  4.7263e-05     	|  3.0217e-06     	|
on_configure_sharded_model         	|  2.3205e-05     	|2              	|  4.641e-05      	|  2.9672e-06     	|
teardown                           	|  2.1701e-05     	|2              	|  4.3401e-05     	|  2.7748e-06     	|
on_fit_start                       	|  4.1639e-05     	|1              	|  4.1639e-05     	|  2.6622e-06     	|
on_validation_epoch_end            	|  3.4967e-05     	|1              	|  3.4967e-05     	|  2.2356e-06     	|
on_pretrain_routine_end            	|  1.7414e-05     	|1              	|  1.7414e-05     	|  1.1133e-06     	|
on_val_dataloader                  	|  8.6315e-06     	|2              	|  1.7263e-05     	|  1.1037e-06     	|
configure_callbacks                	|  8.367e-06      	|2              	|  1.6734e-05     	|  1.0699e-06     	|
configure_sharded_model            	|  8.2636e-06     	|2              	|  1.6527e-05     	|  1.0567e-06     	|
prepare_data                       	|  7.1554e-06     	|2              	|  1.4311e-05     	|  9.1495e-07     	|
on_validation_epoch_start          	|  9.9856e-06     	|1              	|  9.9856e-06     	|  6.3843e-07     	|
on_train_dataloader                	|  6.0014e-06     	|1              	|  6.0014e-06     	|  3.837e-07      	|
